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In this study, we developed a classification method based on the Random Forest algorithm and a feature optimization method to identify grassland types. Then, we proposed an approach to quantitatively evaluate the ESV of the grassland ecosystem in Ethiopia, in which net primary production derived from remote sensing was used to evaluate organic matter production value (ESV1), promoting nutrient circulation value (ESV2), and gas regulation value (ESV3), the RUSLE model was used to evaluate soil conservation value (ESV4), and cumulative rainfall was used to calculate water conservation value (ESV5). By integrating the mean ESV under various influencing factors, the zoning map of grassland ecosystem service value was obtained. Our study found that more fine grassland types can be well classified with the overall accuracy of 86.52%. And the classification results are the basis of the ESV analysis. The total ESV of grassland ecosystems was found to be USD 105,221.72 million, of which ESV4 was the highest, accounting for 44.09% of the total ESV. The spatial analysis of ESV showed that the differences were due to the impacts of grassland types, elevation, slope, and rainfall. It was found that the grassland is suitable to grow in the elevation zone between approximately 1000 and 2000 m, and the larger the slope and rainfall are, the greater the mean ESV is. The zoning map was used to conclude that the areas from approximately the fourth to sixth level (only 34.78% of the total grassland area, but 65.94% of the total ESV) have better growth status and development potential. The results provide references and bases to support the local coordination and planning of various grassland resources and form reasonable resource utilization and protection measures.<\/jats:p>","DOI":"10.3390\/rs14112722","type":"journal-article","created":{"date-parts":[[2022,6,7]],"date-time":"2022-06-07T00:10:33Z","timestamp":1654560633000},"page":"2722","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Research on Service Value and Adaptability Zoning of Grassland Ecosystem in Ethiopia"],"prefix":"10.3390","volume":"14","author":[{"given":"Xiwang","family":"Zhang","sequence":"first","affiliation":[{"name":"Key Laboratory of Geospatial Technology for the Middle and Lower Yellow River Regions (Henan University), Ministry of Education, Kaifeng 475004, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Weiwei","family":"Zhu","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Remote Sensing Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100101, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nana","family":"Yan","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Remote Sensing Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100101, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Panpan","family":"Wei","sequence":"additional","affiliation":[{"name":"Key Laboratory of Geospatial Technology for the Middle and Lower Yellow River Regions (Henan University), Ministry of Education, Kaifeng 475004, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yifan","family":"Zhao","sequence":"additional","affiliation":[{"name":"Key Laboratory of Geospatial Technology for the Middle and Lower Yellow River Regions (Henan University), Ministry of Education, Kaifeng 475004, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hao","family":"Zhao","sequence":"additional","affiliation":[{"name":"Key Laboratory of Geospatial Technology for the Middle and Lower Yellow River Regions (Henan University), Ministry of Education, Kaifeng 475004, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Liang","family":"Zhu","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Remote Sensing Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100101, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2022,6,6]]},"reference":[{"key":"ref_1","unstructured":"Leemans, R., and de Groot, R.S. (2003). Millennium Ecosystem Assessment: Ecosystems and Human Wellbeing: A Framework for Assessment, World Resources Institute."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"219","DOI":"10.1016\/j.ecoser.2018.05.001","article-title":"Estimating the impacts of land use\/land cover changes on Ecosystem Service Values: The case of the Andassa watershed in the Upper Blue Nile basin of Ethiopia","volume":"31","author":"Gashaw","year":"2018","journal-title":"Ecosyst. Serv."},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"Cao, Y., Cao, Y., Li, G., Tian, Y., Fang, X., Li, Y., and Tan, Y. (2020). Linking ecosystem services trade-offs, bundles and hotspot identification with cropland management in the coastal Hangzhou Bay area of China. Land Use Policy, 97.","DOI":"10.1016\/j.landusepol.2020.104689"},{"key":"ref_4","doi-asserted-by":"crossref","unstructured":"Li, R., Shi, Y., Feng, C.-C., and Guo, L. (2021). The spatial relationship between ecosystem service scarcity value and urbanization from the perspective of heterogeneity in typical arid and semiarid regions of China. Ecol. Indic., 132.","DOI":"10.1016\/j.ecolind.2021.108299"},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Yang, Q., Liu, G., Giannetti, B.F., Agostinho, F., Almeida, C.M.V.B., and Casazza, M. (2020). Emergy-based ecosystem services valuation and classification management applied to China\u2019s grasslands. Ecosyst. Serv., 42.","DOI":"10.1016\/j.ecoser.2020.101073"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"253","DOI":"10.1038\/387253a0","article-title":"The value of the world\u2019s ecosystem services and natural capital","volume":"387","author":"Costanza","year":"1997","journal-title":"Nature"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"82","DOI":"10.1016\/j.ecoser.2016.07.002","article-title":"Evaluation of forest ecosystem services in Mediterranean areas. A regional case study in South Spain","volume":"20","year":"2016","journal-title":"Ecosyst. Serv."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1016\/j.scitotenv.2015.12.127","article-title":"Changes of ecosystem service values in response to land use\/land cover dynamics in Munessa-Shashemene landscape of the Ethiopian highlands","volume":"547","author":"Kindu","year":"2016","journal-title":"Sci. Total Environ."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.ecoser.2017.09.008","article-title":"Twenty years of ecosystem services: How far have we come and how far do we still need to go?","volume":"28","author":"Costanza","year":"2017","journal-title":"Ecosyst. Serv."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1016\/j.ecoser.2012.06.002","article-title":"The authorship structure of \u201cecosystem services\u201d as a transdisciplinary field of scholarship","volume":"1","author":"Costanza","year":"2012","journal-title":"Ecosyst. Serv."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1016\/j.ecoser.2012.07.011","article-title":"The ecosystem services agenda: Bridging the worlds of natural science and economics, conservation and development, and public and private policy","volume":"1","author":"Braat","year":"2012","journal-title":"Ecosyst. Serv."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"152","DOI":"10.1016\/j.gloenvcha.2014.04.002","article-title":"Changes in the global value of ecosystem services","volume":"26","author":"Costanza","year":"2014","journal-title":"Glob. Environ. Chang."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1007\/s10661-007-0067-7","article-title":"Impact of land use and land cover changes on ecosystem services in Menglun, Xishuangbanna, Southwest China","volume":"146","author":"Hu","year":"2008","journal-title":"Environ. Monit. Assess."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"1271","DOI":"10.1007\/s00267-010-9483-5","article-title":"Valuing New Jersey\u2019s ecosystem services and natural capital: A spatially explicit benefit transfer approach","volume":"45","author":"Liu","year":"2010","journal-title":"Environ. Manag."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"110","DOI":"10.1016\/j.ecoser.2014.03.001","article-title":"Integrated assessment of ecosystem services in the Czech Republic","volume":"8","year":"2014","journal-title":"Ecosyst. Serv."},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Shi, Y., Feng, C., Yu, Q., and Guo, L. (2021). Integrating supply and demand factors for estimating ecosystem services scarcity value and its response to urbanization in typical mountainous and hilly regions of south China. Sci. Total Environ., 796.","DOI":"10.1016\/j.scitotenv.2021.149032"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1016\/j.ecoser.2013.02.003","article-title":"Mapping ecosystem services\u2019 values: Current practice and future prospects","volume":"4","author":"Brander","year":"2013","journal-title":"Ecosyst. Serv."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1126\/science.1234379","article-title":"Bringing ecosystem services into economic decision-making: Land use in the United Kingdom","volume":"341","author":"Bateman","year":"2013","journal-title":"Science"},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Morshed, S.R., Fattah, M.A., Haque, M.N., and Morshed, S.Y. (2022). Future ecosystem service value modeling with land cover dynamics by using machine learning based Artificial Neural Network model for Jashore city, Bangladesh. Phys. Chem. Earth Parts A B C, 126.","DOI":"10.1016\/j.pce.2021.103021"},{"key":"ref_20","unstructured":"MEA (Millennium Ecosystem Assessment) (2005). Ecosystems and Human Wellbeing: Biodiversity Synthesis, World Resources Institute."},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Degefu, M.A., Argaw, M., Feyisa, G.L., and Degefa, S. (2021). Dynamics of urban landscape nexus spatial dependence of ecosystem services in rapid agglomerate cities of Ethiopia. Sci. Total Environ., 798.","DOI":"10.1016\/j.scitotenv.2021.149192"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"503","DOI":"10.1007\/s10661-006-9344-0","article-title":"Quantification of the impact of land-use changes on ecosystem services: A case study in Pingbian County, China","volume":"128","author":"Li","year":"2007","journal-title":"Environ. Monit. Assess."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1016\/j.ecoser.2016.11.010","article-title":"The impact of land use\/land cover change on ecosystem services in the central highlands of Ethiopia","volume":"23","author":"Tolessa","year":"2017","journal-title":"Ecosyst. Serv."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1007\/s10661-006-0312-5","article-title":"Changes of land use and of ecosystem service values in Sanjiang Plain, Northeast China","volume":"112","author":"Wang","year":"2006","journal-title":"Environ. Monit. Assess."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"409","DOI":"10.1016\/S0921-8009(02)00090-3","article-title":"Complex systems and valuation","volume":"41","author":"Limburg","year":"2002","journal-title":"Ecol. Econ."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1016\/j.ecolecon.2005.04.005","article-title":"Spatial scales, stakeholders and the valuation of ecosystem services","volume":"57","author":"Hein","year":"2006","journal-title":"Ecol. Econ."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1016\/j.ecoser.2012.06.004","article-title":"Mapping ecosystem services for policy support and decision making in the European Union","volume":"1","author":"Maes","year":"2012","journal-title":"Ecosyst. Serv."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"113","DOI":"10.1016\/j.ecoser.2017.08.013","article-title":"Linking land use change, ecosystem services and human well-being: A case study of the Manas River Basin of Xinjiang, China","volume":"27","author":"Wang","year":"2017","journal-title":"Ecosyst. Serv."},{"key":"ref_29","unstructured":"Van der Ploeg, S., and de Groot, D. (2010). The TEEB Valuation Database\u2013A Searchable Database of 1310 Estimates of Monetary Values of Ecosystem Services, Foundation for Sustainable Development."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"50","DOI":"10.1016\/j.ecoser.2012.07.005","article-title":"Global estimates of the value of ecosystems and their services in monetary units","volume":"1","author":"Brander","year":"2012","journal-title":"Ecosyst. Serv."},{"key":"ref_31","doi-asserted-by":"crossref","unstructured":"Li, X., Lyu, X., Dou, H., Dang, D., Li, S., Li, X., Li, M., and Xuan, X. (2021). Strengthening grazing pressure management to improve grassland ecosystem services. Glob. Ecol. Conserv., 31.","DOI":"10.1016\/j.gecco.2021.e01782"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"1139","DOI":"10.1016\/j.ecolecon.2011.01.007","article-title":"Cost-effective compensation to avoid carbon emissions from forest loss: An approach to consider price\u2013quantity effects and risk-aversion","volume":"70","author":"Knoke","year":"2011","journal-title":"Ecolog. Econ."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"e11","DOI":"10.1016\/j.ecoser.2012.11.004","article-title":"An initial estimate of the value of ecosystem services in Bhutan","volume":"3","author":"Kubiszewski","year":"2013","journal-title":"Ecosyst. Serv."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"393","DOI":"10.1016\/S0921-8009(02)00089-7","article-title":"A typology for the classification, description and valuation of ecosystem functions, goods and services","volume":"41","author":"Wilson","year":"2002","journal-title":"Ecol. Econ."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"158","DOI":"10.1016\/j.landurbplan.2009.09.006","article-title":"Developing a land-cover classification to select indicators of forest ecosystem health in a rapidly urbanizing landscape","volume":"94","author":"Styers","year":"2010","journal-title":"Landsc. Urban Plan."},{"key":"ref_36","first-page":"26","article-title":"Identification and mapping of winter wheat by integrating temporal change information and Kullback\u2013Leibler divergence","volume":"76","author":"Zhang","year":"2019","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.compag.2017.05.003","article-title":"Fine crop mapping by combining high spectral and high spatial resolution remote sensing data in complex heterogeneous areas","volume":"139","author":"Wu","year":"2017","journal-title":"Comput. Electron. Agric."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1016\/j.isprsjprs.2016.09.016","article-title":"Winter wheat mapping combining variations before and after estimated heading dates","volume":"123","author":"Qiu","year":"2017","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Wong, C.Y.S., Young, D.J.N., Latimer, A.M., Buckley, T.N., and Magney, T.S. (2021). Importance of the legacy effect for assessing spatiotemporal correspondence between interannual tree-ring width and remote sensing products in the Sierra Nevada. Remote Sens. Environ., 265.","DOI":"10.1016\/j.rse.2021.112635"},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Nabil, M., Zhang, M., Bofana, J., Wu, B., Stein, A., Dong, T., Zeng, H., and Shang, J. (2020). Assessing factors impacting the spatial discrepancy of remote sensing based cropland products: A case study in Africa. Int. J. Appl. Earth Obs. Geoinf., 85.","DOI":"10.1016\/j.jag.2019.102010"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"354","DOI":"10.1016\/j.scitotenv.2019.04.220","article-title":"Implications of land use\/land cover dynamics and Prosopis invasion on ecosystem service values in Afar Region, Ethiopia","volume":"675","author":"Shiferaw","year":"2019","journal-title":"Sci. Total Environ."},{"key":"ref_42","doi-asserted-by":"crossref","unstructured":"Yuan, M., and Lo, S. (2020). Ecosystem services and sustainable development: Perspectives from the food-energy-water Nexus. Ecosyst. Serv., 46.","DOI":"10.1016\/j.ecoser.2020.101217"},{"key":"ref_43","first-page":"570","article-title":"GVG, a Crop Type Proportion Sampling Instrument","volume":"8","author":"Wu","year":"2004","journal-title":"J. Remote Sens."},{"key":"ref_44","unstructured":"NASA (2021, September 20). Echo, Available online: http:\/\/reverb.echo.nasa.gov\/."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"1199","DOI":"10.1016\/j.procs.2015.07.415","article-title":"NDVI: Vegetation change detection using remote sensing and GIS\u2014A case study of Vellore District","volume":"57","author":"Gandhi","year":"2015","journal-title":"Procedia Comput. Sci."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"2628","DOI":"10.1016\/S2095-3119(19)62615-8","article-title":"Winter wheat identification by integrating spectral and temporal information derived from multi-resolution remote sensing data","volume":"18","author":"Zhang","year":"2019","journal-title":"J. Integr. Agric."},{"key":"ref_47","unstructured":"NASA (2021, September 20). Your Source for Level-1 and Atmospheric Data, Available online: https:\/\/ladsweb.modaps.eosdis.nasa.gov\/."},{"key":"ref_48","unstructured":"Fischer, G., Nachtergaele, F., Prieler, S., van Velthuizen, H.T., Verelst, L., and Wiberg, D. (2008). Global Agro-Ecological Zones Assessment for Agriculture (GAEZ 2008), FAO."},{"key":"ref_49","unstructured":"NASA (2021, September 20). Global Precipitation Measurement, Available online: https:\/\/gpm.nasa.gov\/."},{"key":"ref_50","doi-asserted-by":"crossref","unstructured":"Mohana, R.M., Reddy, C.K.K., Anisha, P.R., and Murthy, B.V.R. (2021). Random forest algorithms for the classification of tree-based ensemble. Mater. Today Proc., in press.","DOI":"10.1016\/j.matpr.2021.01.788"},{"key":"ref_51","doi-asserted-by":"crossref","unstructured":"Tripathi, A., Goswami, T., Trivedi, S.K., and Sharma, R.D. (2021). A multi class random forest (MCRF) model for classification of small plant peptides. Int. J. Inf. Manag. Data Insights, 1.","DOI":"10.1016\/j.jjimei.2021.100029"},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Zhao, Y., Zhu, W., Wei, P., Fang, P., Zhang, X., Yan, N., Liu, W., Zhao, H., and Wu, Q. (2022). Classification of Zambian grasslands using random forest feature importance selection during the optimal phenological period. Ecol. Indic., 135.","DOI":"10.1016\/j.ecolind.2021.108529"},{"key":"ref_53","doi-asserted-by":"crossref","unstructured":"Fang, P., Yan, N., Wei, P., Zhao, Y., and Zhang, X. (2021). Aboveground Biomass Mapping of Crops Supported by Improved CASA Model and Sentinel-2 Multispectral Imagery. Remote Sens., 13.","DOI":"10.3390\/rs13142755"},{"key":"ref_54","first-page":"1522","article-title":"Estimation and dynamic analysis of the service value of grassland ecosystem in China","volume":"29","author":"Liu","year":"2021","journal-title":"Acta Agrestia Sin."},{"key":"ref_55","first-page":"43","article-title":"Stoichiometry of Leaf Nitrogen and Phosphorus in Plants in Grasslands in Inner Mongolia","volume":"36","author":"Zhang","year":"2014","journal-title":"Chin. J. Grassl."},{"key":"ref_56","first-page":"3837","article-title":"Dynamic evaluation of grassland ecosystem services in Xilingol League","volume":"39","author":"Lou","year":"2019","journal-title":"Acta Ecol. Sin."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1016\/j.chnaes.2016.12.005","article-title":"Dynamic assessment of the value of vegetation carbon fixation and oxygen release services in Qinghai Lake basin","volume":"37","author":"Zhang","year":"2017","journal-title":"Acta Ecol. Sin."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"889","DOI":"10.1007\/s00267-016-0757-4","article-title":"Dynamics of Soil Erosion as Influenced by Watershed Management Practices: A Case Study of the Agula Watershed in the Semi-Arid Highlands of Northern Ethiopia","volume":"58","author":"Fenta","year":"2016","journal-title":"Environ. Manag."},{"key":"ref_59","doi-asserted-by":"crossref","unstructured":"Getnet, T., and Mulu, A. (2021). Assessment of soil erosion rate and hotspot areas using RUSLE and multi-criteria evaluation technique at Jedeb watershed, Upper Blue Nile, Amhara Region, Ethiopia. Environ. Chall., 4.","DOI":"10.1016\/j.envc.2021.100174"},{"key":"ref_60","doi-asserted-by":"crossref","unstructured":"Jiang, H., Wu, W., Wang, J., Yang, W., Gao, Y., Duan, Y., Ma, G., Wu, C., and Shao, J. (2021). Mapping global value of terrestrial ecosystem services by countries. Ecosyst. Serv., 52.","DOI":"10.1016\/j.ecoser.2021.101361"},{"key":"ref_61","first-page":"607","article-title":"A primary study on Chinese terrestrial ecosystem services and their ecological-economic values","volume":"19","author":"Ouyang","year":"1999","journal-title":"Acta Ecol. Sin."},{"key":"ref_62","doi-asserted-by":"crossref","unstructured":"Li, L., Tang, H., Lei, J., and Song, X. (2022). Spatial autocorrelation in land use type and ecosystem service value in Hainan Tropical Rain Forest National Park. Ecol. Indic., 137.","DOI":"10.1016\/j.ecolind.2022.108727"},{"key":"ref_63","doi-asserted-by":"crossref","unstructured":"Wang, A., Liao, X., Tong, Z., Du, W., Zhang, J., Liu, X., and Liu, M. (2022). Spatial-temporal dynamic evaluation of the ecosystem service value from the perspective of \u201cproduction-living-ecological\u201d spaces: A case study in Dongliao River Basin, China. J. Clean. Prod., 333.","DOI":"10.1016\/j.jclepro.2021.130218"},{"key":"ref_64","doi-asserted-by":"crossref","unstructured":"Han, X., Yu, J., Shi, L., Zhao, X., and Wang, J. (2021). Spatiotemporal evolution of ecosystem service values in an area dominated by vegetation restoration: Quantification and mechanisms. Ecol. Indic., 131.","DOI":"10.1016\/j.ecolind.2021.108191"},{"key":"ref_65","doi-asserted-by":"crossref","unstructured":"Himes, A., Puettmann, K., and Muraca, B. (2020). Trade-offs between ecosystem services along gradients of tree species diversity and values. Ecosyst. Serv., 44.","DOI":"10.1016\/j.ecoser.2020.101133"},{"key":"ref_66","doi-asserted-by":"crossref","unstructured":"Liu, J., Chen, L., Yang, Z., Zhao, Y., and Zhang, X. (2022). Unraveling the Spatio-Temporal Relationship between Ecosystem Services and Socioeconomic Development in Dabie Mountain Area over the Last 10 Years. Remote Sens., 14.","DOI":"10.3390\/rs14051059"},{"key":"ref_67","doi-asserted-by":"crossref","unstructured":"Deng, X., Yan, S., Song, X., Li, Z., and Mao, J. (2022). Spatial targets and payment modes of win\u2013win payments for ecosystem services and poverty reduction. Ecol. Indic., 136.","DOI":"10.1016\/j.ecolind.2022.108612"},{"key":"ref_68","doi-asserted-by":"crossref","unstructured":"Wei, P., Zhu, W., Zhao, Y., Fang, P., Zhang, X., Yan, N., and Zhao, H. (2021). Extraction of Kenyan Grassland Information Using PROBA-V Based on RFE-RF Algorithm. 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